{"id":"W4367836960","doi":"10.1212/wnl.0000000000207342","title":"Effects of Season and Daylight Saving Time Shifts on Sleep Symptoms","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Sleep and related disorders","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Sleep (system call); Daylight; Audiology; Medicine; Psychology; Environmental science; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005472727,0.0001725387,0.0001586805,0.0002551404,0.0004632719,0.000377247,0.000237796,0.0002584971,0.001960334],"category_scores_gemma":[0.001238998,0.000100191,0.0004867419,0.0002794522,0.0002665922,0.000174206,0.0002687743,0.0002149383,0.00009729467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008369285,"about_ca_system_score_gemma":0.001167994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1396734,"about_ca_topic_score_gemma":0.2331545,"domain_scores_codex":[0.9997177,0.00006931354,0.00001923674,0.00004653798,0.0000541199,0.00009315299],"domain_scores_gemma":[0.9986327,0.0002577644,0.0004338768,0.00005072981,0.0001871411,0.0004376715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001720994,0.0001273441,0.9915644,0.00003831449,0.0001058238,0.0000460537,0.0005037507,0.00003145754,0.001044227,0.000008707987,0.0001508299,0.004658102],"study_design_scores_gemma":[0.000002048801,0.00007364868,0.9996773,0.000002018849,0.000006780012,0.000007655202,0.0001542981,0.00001017651,0.00002521282,0.000001248729,0.00003868777,7.713223e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992906,0.0001593498,0.00002152359,0.00002645398,0.00000828066,0.000008045301,0.0001994596,0.000001317268,0.0002849693],"genre_scores_gemma":[0.9995368,0.0000456148,0.00004831894,0.00002592928,0.000005508845,0.000007140862,0.0001819723,9.302721e-7,0.000147862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1396734,"threshold_uncertainty_score":0.2777207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004852105119495105,"score_gpt":0.2391670014523406,"score_spread":0.2343148963328455,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}